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Volumn , Issue , 2012, Pages 317-362

Introduction to Scientific Data Mining: Direct Kernel Methods and Applications

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTER PROGRAMMING; COMPUTER SCIENCE; SOFT COMPUTING; SOFTWARE ENGINEERING;

EID: 84957717057     PISSN: None     EISSN: None     Source Type: Book    
DOI: 10.1002/9780471683407.ch10     Document Type: Chapter
Times cited : (20)

References (44)
  • 1
    • 0003798635 scopus 로고    scopus 로고
    • Support Vector Machines and Other Kernel-Based Learning Methods
    • Cambridge University Press, Cambridge, MA
    • N. Cristianini and J. Shawe-Taylor, Support Vector Machines and Other Kernel-Based Learning Methods, Cambridge University Press, Cambridge, MA, 2000.
    • (2000)
    • Cristianini, N.1    Shawe-Taylor, J.2
  • 2
    • 0003991806 scopus 로고    scopus 로고
    • Statistical Learning Theory
    • Wiley, New York
    • V. Vapnik, Statistical Learning Theory, Wiley, New York, 1998.
    • (1998)
    • Vapnik, V.1
  • 3
    • 0004094721 scopus 로고    scopus 로고
    • Learning with Kernels
    • MIT Press, Cambridge, MA
    • B. Schölkopf and A. J. Smola, Learning with Kernels, MIT Press, Cambridge, MA, 2002.
    • (2002)
    • Schölkopf, B.1    Smola, A.J.2
  • 4
    • 0003410791 scopus 로고    scopus 로고
    • Self-Organizing Maps, 2nd ed.
    • Springer, Berlin
    • T. Kohonen, Self-Organizing Maps, 2nd ed., Springer, Berlin, 1997.
    • (1997)
    • Kohonen, T.1
  • 5
    • 0003598910 scopus 로고    scopus 로고
    • Visual Explorations in Finance with Self-Organizing Maps
    • Springer, Berlin
    • G. Deboeck and T. Kohonen, eds., Visual Explorations in Finance with Self-Organizing Maps, Springer, Berlin, 1998.
    • (1998)
    • Deboeck, G.1    Kohonen, T.2
  • 6
    • 0003641269 scopus 로고    scopus 로고
    • Advances in Knowledge Discovery and Data Mining
    • MIT Press, Cambridge, MA
    • U. M. Fayyad, G. Piatetsky-Shapiro, P. Smyth, and R. Uthurusamy, eds., Advances in Knowledge Discovery and Data Mining, MIT Press, Cambridge, MA, 1996.
    • (1996)
    • Fayyad, U.M.1    Piatetsky-Shapiro, G.2    Smyth, P.3    Uthurusamy, R.4
  • 7
    • 0003577150 scopus 로고    scopus 로고
    • Data Mining Techniques for Marketing
    • Sales, and Customer Support, Wiley, New York
    • M. A. Berry and G. Linoff, Data Mining Techniques for Marketing, Sales, and Customer Support, Wiley, New York, 1997.
    • (1997)
    • Berry, M.A.1    Linoff, G.2
  • 9
    • 0003583118 scopus 로고    scopus 로고
    • Predictive Data Mining: A Practical Guide
    • Morgan Kaufmann Publishers, San Francisco
    • S. M. Weiss and N. Indurkhya, Predictive Data Mining: A Practical Guide, Morgan Kaufmann Publishers, San Francisco, 1998.
    • (1998)
    • Weiss, S.M.1    Indurkhya, N.2
  • 10
    • 1542332122 scopus 로고    scopus 로고
    • Data Mining and Uncertain Reasoning
    • Wiley, New York
    • Z. Chen, Data Mining and Uncertain Reasoning, Wiley, New York, 2001.
    • (2001)
    • Chen, Z.1
  • 11
    • 28844464180 scopus 로고    scopus 로고
    • "Descriptor Generation, Selection and Model Building in Quantitative Structure-Property Analysis,"
    • QSAR Developments, J. N. Crawse, ed., Wiley, New York Ch. 11
    • C. M. Breneman, K. P. Bennett, M. Embrechts, S. Cramer, M. Song, and J. Bi, "Descriptor Generation, Selection and Model Building in Quantitative Structure-Property Analysis," in QSAR Developments, J. N. Crawse, ed., Wiley, New York, 2003, Ch. 11, pp. 203-238.
    • (2003) , pp. 203-238
    • Breneman, C.M.1    Bennett, K.P.2    Embrechts, M.3    Cramer, S.4    Song, M.5    Bi, J.6
  • 12
    • 0034187691 scopus 로고    scopus 로고
    • "Data Strip Mining for the Virtual Design of Pharmaceuticals with Neural Networks,"
    • R. H. Kewley and M. J. Embrechts, "Data Strip Mining for the Virtual Design of Pharmaceuticals with Neural Networks," IEEE Transactions on Neural Networks 11, 668-679 (2000).
    • (2000) IEEE Transactions on Neural Networks , vol.11 , pp. 668-679
    • Kewley, R.H.1    Embrechts, M.J.2
  • 14
    • 0003413187 scopus 로고    scopus 로고
    • Neural Networks: A Comprehensive Foundation, 2nd ed.
    • Prentice Hall, Upper Saddle River, NJ
    • S. Haykin, Neural Networks: A Comprehensive Foundation, 2nd ed., Prentice Hall, Upper Saddle River, NJ, 1999.
    • (1999)
    • Haykin, S.1
  • 15
    • 0036006911 scopus 로고    scopus 로고
    • "Beware of q2\" Journal of Molecular Graphics and Modelling
    • A. Golbraikh and A. Tropsha, "Beware of q2\" Journal of Molecular Graphics and Modelling 20, 269-276 (2002).
    • (2002) , vol.20 , pp. 269-276
    • Golbraikh, A.1    Tropsha, A.2
  • 16
    • 0003675176 scopus 로고    scopus 로고
    • Applied Multivariate Statistical Analysis, 2nd ed.
    • Prentice Hall, Upper Saddle River, NJ
    • R. A. Johnson and D. W. Wichern, Applied Multivariate Statistical Analysis, 2nd ed., Prentice Hall, Upper Saddle River, NJ, 2000.
    • (2000)
    • Johnson, R.A.1    Wichern, D.W.2
  • 17
    • 0003541571 scopus 로고    scopus 로고
    • Principles of Neurocomputing for Science & Engineering
    • McGraw-Hill, New York
    • F. M. Ham and I. Kostanic, Principles of Neurocomputing for Science & Engineering, McGraw-Hill, New York, 2001.
    • (2001)
    • Ham, F.M.1    Kostanic, I.2
  • 18
    • 0003890671 scopus 로고    scopus 로고
    • Learning from Data: Concepts, Theory, and Methods
    • Wiley, New York
    • V. Cherkassky and F. Mulier, Learning from Data: Concepts, Theory, and Methods, Wiley, New York, 1998.
    • (1998)
    • Cherkassky, V.1    Mulier, F.2
  • 19
    • 84942487147 scopus 로고
    • "Ridge Regression: Biased Estimation for Nonorthogonal Problems,"
    • A. E. Hoerl and R. W. Kennard, "Ridge Regression: Biased Estimation for Nonorthogonal Problems," Technometrics 12, 69-82 (1970).
    • (1970) Technometrics , vol.12 , pp. 69-82
    • Hoerl, A.E.1    Kennard, R.W.2
  • 20
    • 0004197136 scopus 로고    scopus 로고
    • Neural and Adaptive Systems: Fundamentals through Simulations
    • Wiley, New York
    • J. Principe, N. R. Euliano, and W. C. Lefebre, Neural and Adaptive Systems: Fundamentals through Simulations, Wiley, New York, 2000.
    • (2000)
    • Principe, J.1    Euliano, N.R.2    Lefebre, W.C.3
  • 21
    • 0347243182 scopus 로고    scopus 로고
    • "Nonlinear Component Analysis as a Kernel Eigenvalue Problem,"
    • B. Schölkopf, A. Smola, and K.-R. Müller, "Nonlinear Component Analysis as a Kernel Eigenvalue Problem," Neural Computation 10, 1299-1319 (1998).
    • (1998) Neural Computation , vol.10 , pp. 1299-1319
    • Schölkopf, B.1    Smola, A.2    Müller, K.-R.3
  • 22
    • 0031002587 scopus 로고    scopus 로고
    • "The Kernel PCA Algorithm for Wide Data. Part I: Theory and Algorithms,"
    • Chemometrics and Intelligent Laboratory Systems
    • W. Wu, D. L. Massarat, and S. de Jong, "The Kernel PCA Algorithm for Wide Data. Part I: Theory and Algorithms," Chemometrics and Intelligent Laboratory Systems 36, 165-172 (1997).
    • (1997) , vol.36 , pp. 165-172
    • Wu, W.1    Massarat, D.L.2    de Jong, S.3
  • 23
    • 0030814744 scopus 로고    scopus 로고
    • "The Kernel PCA Algorithm for Wide Data. Part II: Fast Cross-Validation and Application in Classification of NIR Data,"
    • W. Wu, D. L. Massarat, and S. de Jong, "The Kernel PCA Algorithm for Wide Data. Part II: Fast Cross-Validation and Application in Classification of NIR Data," Chemometrics and Intelligent Laboratory Systems 37, 271-280 (1997).
    • (1997) Chemometrics and Intelligent Laboratory Systems , vol.37 , pp. 271-280
    • Wu, W.1    Massarat, D.L.2    de Jong, S.3
  • 27
    • 0242705996 scopus 로고    scopus 로고
    • "The Mathematics of Learning: Dealing'with Data,"
    • T. Poggio and S. Smale, "The Mathematics of Learning: Dealing'with Data," Notices of the AMS 50, 537-544 (2003).
    • (2003) Notices of the AMS , vol.50 , pp. 537-544
    • Poggio, T.1    Smale, S.2
  • 28
    • 0032638628 scopus 로고    scopus 로고
    • "Least-Squares Support Vector Machine Classifiers,"
    • J. A. K. Suykens and J. Vandewalle, "Least-Squares Support Vector Machine Classifiers," Neural Processing Letters 9, 293-300 (1999).
    • (1999) Neural Processing Letters , vol.9 , pp. 293-300
    • Suykens, J.A.1    Vandewalle, J.K.2
  • 29
  • 31
    • 84957699931 scopus 로고    scopus 로고
    • or can be downloaded from
    • The Analyze j StripMiner code is available on request for academic use, or can be downloaded from http://www.drugmining.com
  • 32
    • 0027205884 scopus 로고
    • "A Scaled Conjugate Gradient Algorithm for Fast Supervised Learning,"
    • M. F. Moller, "A Scaled Conjugate Gradient Algorithm for Fast Supervised Learning," Neural Networks 6, 525-534 (1993).
    • (1993) Neural Networks , vol.6 , pp. 525-534
    • Moller, M.F.1
  • 33
    • 0037313407 scopus 로고    scopus 로고
    • "SMO Algorithm for Least Squares SVM Formulations,"
    • S. S. Keerthi and S. K. Shevade, "SMO Algorithm for Least Squares SVM Formulations," Neural Computation 15, 487-507 (2003).
    • (2003) Neural Computation , vol.15 , pp. 487-507
    • Keerthi, S.S.1    Shevade, S.K.2
  • 34
    • 0000043665 scopus 로고
    • "On Solving Incorrectly Posed Problems and Method of Regularization,"
    • A. N. Tikhonov "On Solving Incorrectly Posed Problems and Method of Regularization," Doklady Akademii Nauk USSR 151, 501-504 (1963).
    • (1963) Doklady Akademii Nauk USSR , vol.151 , pp. 501-504
    • Tikhonov, A.N.1
  • 35
    • 0003664883 scopus 로고
    • Solutions of Ill-Posed Problems
    • W. H. Winston, Washington, DC
    • A. N. Tikhonov and V. Y. Arsenin, Solutions of Ill-Posed Problems, W. H. Winston, Washington, DC, 1977.
    • (1977)
    • Tikhonov, A.N.1    Arsenin, V.Y.2
  • 37
    • 0000320167 scopus 로고
    • "Eigenvector Projection and Simplified Non-linear Mapping of Fatty Acid Content of Italian Olive Oils,"
    • M. Forina and C. Armanino, "Eigenvector Projection and Simplified Non-linear Mapping of Fatty Acid Content of Italian Olive Oils," Annali di Chimica (Rome) 72, 127-155 (1981).
    • (1981) Annali di Chimica (Rome) , vol.72 , pp. 127-155
    • Forina, M.1    Armanino, C.2
  • 38
    • 0004121971 scopus 로고    scopus 로고
    • Neural Networks in Chemistry and Drug Design
    • Wiley-VCH, Weinheim, Germany
    • J. Zupan and J. Gasteiger, Neural Networks in Chemistry and Drug Design, Wiley-VCH, Weinheim, Germany, 1999.
    • (1999)
    • Zupan, J.1    Gasteiger, J.2
  • 39
    • 0038259120 scopus 로고    scopus 로고
    • "Kernel Partial Least Squares Regression in Reproducing Kernel Hubert Spaces,"
    • R. Rosipal and L. J. Trejo, "Kernel Partial Least Squares Regression in Reproducing Kernel Hubert Spaces," Journal of Machine Learning Research 2, 97-128 (2001).
    • (2001) Journal of Machine Learning Research , vol.2 , pp. 97-128
    • Rosipal, R.1    Trejo, L.J.2
  • 40
    • 0003801963 scopus 로고    scopus 로고
    • A New Kind of Science, Wolfram Media, Inc.
    • Champaign, IL
    • S. Wolfram, A New Kind of Science, Wolfram Media, Inc., Champaign, IL, 2002.
    • (2002)
    • Wolfram, S.1
  • 41
    • 0042463407 scopus 로고    scopus 로고
    • The Only EKG Book You'll Ever Need, 3rd ed.
    • Lippincott Williams & Wilkins, New York
    • M. S. Thaler, The Only EKG Book You'll Ever Need, 3rd ed., Lippincott Williams & Wilkins, New York, 1999.
    • (1999)
    • Thaler, M.S.1
  • 43
    • 0003710380 scopus 로고    scopus 로고
    • LIBSVM: A library for Support Vector Machines
    • Software available at
    • C.-C. Chang and C.-J. Lin, LIBSVM: A library for Support Vector Machines, 2001, Software available at http://www.csie.ntu.edu.tw/~cjlin/libsvm.
    • (2001)
    • Chang, C.-C.1    Lin, C.-J.2
  • 44


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